{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<img src=\"https://raw.githubusercontent.com/Qiskit/qiskit-tutorials/master/images/qiskit-heading.png\" alt=\"Note: In order for images to show up in this jupyter notebook you need to select File => Trusted Notebook\" width=\"500 px\" align=\"left\">"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# _*Quantum Awesomeness*_\n",
    "\n",
    "The latest version of this notebook is available on https://github.com/qiskit/qiskit-tutorial.\n",
    "\n",
    "***\n",
    "### Contributors\n",
    "James R. Wootton, IBM Research\n",
    "***"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "To have a functioning quantum computer, you need more than just lots of qubits. For powerful algorithms we need information to be constantly moved around a device. This is always easiest for pairs of qubits that can directly talk to each other by a controlled operation. The connectivity of these operations is therefore another very important factor determining what a device can do. Another is the probability of errors. Unless this is sufficiently low, any results you'll get out will just be random noise.\n",
    "\n",
    "So let's make a game that shows all these things directly. By just playing the game with a certain quantum device, the player will see exactly how big and connected the device is. By comparing a run on the real device with one on a simulator, they'll see exactly how potent the noise is. Then by playing again with some error mitigation, they'll get an idea of how much useful information can be salvaged even in the era of slightly noisy quantum computers.\n",
    "\n",
    "This is the idea behind the game [Quantum Awesomeness](https://github.com/decodoku/A_Game_to_Benchmark_Quantum_Computers/blob/master/README.md). In this notebook we'll make a version designed specifically for Qiskit.\n",
    "\n",
    "### Getting set up\n",
    "\n",
    "You can play this game on any IBM device. Here we'll do it with `'ibmq_16_melbourne'`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "device = 'ibmq_16_melbourne'"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "To use this device, and to get information about it, we need to set up a Qiskit backend object for it."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "from qiskit import IBMQ\n",
    "IBMQ.load_accounts()\n",
    "backend = IBMQ.get_backend(device)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "To set up the game, we first need to know how many qubits the device has. We also need the list of which qubits can directly talk to which others. This information can be extracted directly from the backend."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "number of qubits\n",
      " 14 \n",
      "\n",
      "list of pairs of qubits that are directly connected\n",
      " [[1, 0], [1, 2], [2, 3], [4, 3], [4, 10], [5, 4], [5, 6], [5, 9], [6, 8], [7, 8], [9, 8], [9, 10], [11, 3], [11, 10], [11, 12], [12, 2], [13, 1], [13, 12]]\n"
     ]
    }
   ],
   "source": [
    "num = backend.configuration()['n_qubits']\n",
    "coupling_map = backend.configuration()['coupling_map']\n",
    "print('number of qubits\\n',num,'\\n')\n",
    "print('list of pairs of qubits that are directly connected\\n',coupling_map)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "During the game, images will be plotted to represent the device. For this we'll need to know where the qubits are located in relation to each other. This information can be found in human-readable form in the [device information repository](https://github.com/Qiskit/ibmq-device-information). We'll recreate it here in machine-readable form."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "if device in ['ibmqx2','ibmqx4']:\n",
    "    pos = { 0: (1,1), 1: (1,0), 2: (0.5,0.5), 3: (0,0), 4: (0,1) }        \n",
    "elif device in ['ibmqx5']:\n",
    "    pos = { 0: (0,0), 1: (0,1),  2: (1,1),  3: (2,1),  4: (3,1),  5: (4,1),  6: (5,1),  7: (6,1),\n",
    "                8: (7,1), 9: (7,0), 10: (6,0), 11: (5,0), 12: (4,0), 13: (3,0), 14: (2,0), 15: (1,0) }\n",
    "elif device in ['ibmq_16_melbourne']:\n",
    "    pos = { 0: (0,1), 1: (1,1),  2: (2,1),  3: (3,1),  4: (4,1),  5: (5,1),  6: (6,1),\n",
    "                7: (7,0), 8: (6,0), 9: (5,0), 10: (4,0), 11: (3,0), 12: (2,0), 13: (1,0) }"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now we have enough information to plot the device. For this we'll use classical tools, such as `networkx`. Since our focus here is to explain the quantum programming in the game, we'll just import and use these classical tools from the *game_engines* folder."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "import sys\n",
    "sys.path.append('game_engines')\n",
    "from universal import layout"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's take a first glimpse at our qubits."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1267.2x205.92 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "grid = layout(num,coupling_map,pos)\n",
    "grid.plot()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Here each qubit is shown as a coloured circle, labelled with the numbers that are used to address them in programs. For example, if we do a `x` gate on qubit $7$, it is the one on the right that will have its state flipped between $|0\\rangle$ and $|1\\rangle$.\n",
    "\n",
    "The lines connect pairs of qubits for which it is possible to directly perform a two-qubit entangling operation (such as `cx`). The visualization tools have labelled them with letters that will be used by players of the game."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### The game\n",
    "\n",
    "The most useful thing about controlled operations is that they can create and manipulate entanglement. Only with this can we explore the full space of possibilities that is open to our qubits, and hope to do things that are practically impossible for classical computers.\n",
    "\n",
    "The simplest kind of entanglement involves just two qubits. It will cause each to yield outputs that are random, but with correlations between them. For example, consider following program on a couple of qubits."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<PIL.Image.Image image mode=RGB size=515x213 at 0x11155FE48>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from qiskit import QuantumRegister, ClassicalRegister, QuantumCircuit\n",
    "from qiskit.tools.visualization import circuit_drawer\n",
    "import numpy as np\n",
    "\n",
    "qr = QuantumRegister(2)\n",
    "cr = ClassicalRegister(2)\n",
    "qp = QuantumCircuit(qr,cr)\n",
    "\n",
    "qp.rx( np.pi/2,qr[0])\n",
    "qp.cx(qr[0],qr[1])\n",
    "\n",
    "qp.measure(qr,cr)\n",
    "\n",
    "circuit_drawer(qp)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Here we perform an `rx` operation by a the angle $\\pi/2$, which results in what is essentially half an `x` gate. The effect on qubit $0$ is to turn the initial $|0\\rangle$ state into an equal superposition of $|0\\rangle$ and $|1\\rangle$. The `cx` then applies an `x` to qubit $1$ only when qubit $0$ is in state $|1\\rangle$. This therefore spreads the superposition to this qubit, resulting in them being in a combined superposition of both $|0\\rangle$, and both $|0\\rangle$. Each will give a random `0` or `1` as an output, but they will always agree with each other.\n",
    "\n",
    "To verify this, let's run it."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'11': 503, '00': 521}\n"
     ]
    }
   ],
   "source": [
    "from qiskit import execute\n",
    "from qiskit import Aer\n",
    "job = execute(qp,backend=Aer.get_backend('qasm_simulator'))\n",
    "results = job.result().get_counts()\n",
    "print(results)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Out of the 1024 samples that the program was run for, all results came out either `00` or `11`. And we have approximately equal numbers of samples for each. All as predicted.\n",
    "\n",
    "By replacing the value of $\\pi/2$ we can change the nature of the superposition. A lower value will produce results more biased to outputs of `0`, and a value closer to $\\pi$ will result in a bias towards `1`s. This means we can vary the probability with which each output will give a `1`. But whatever value we choose, this form of circuit ensures that the results for the two qubits will always agree.\n",
    "\n",
    "In this game we will make lots of these pairs of entangled qubits across the device. To do this, we must first choose a way to pair up the qubits monogamously. This pairing will be chosen randomly, and the whole point of the game is for the player to guess what the pairing was.\n",
    "\n",
    "Again, we won't look into the details of this method because it is purely classical. We'll just run it and get our random pairs."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[0, 1], [10, 4], [2, 3], [8, 7], [9, 5], [11, 12]]\n"
     ]
    }
   ],
   "source": [
    "pairs = grid.matching()\n",
    "print(pairs)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As you may notice, not every qubit is always involved in one of these pairs. A pairing that fully covers the grid is not possible in some cames. The 5 qubit devices are obvious examples, because they have an odd number of qubits. For the _melbourne_ device it is less obvious, but the exact form of the `coupling_map` does not allow solutions where every qubit is paired. So that's something for players to watch out for.\n",
    "\n",
    "But before players can do anything, we need to implement the game on the quantum computer. To do this we run through all of these pairs and implement the process shown in the circuit above. For each pair we'll choose a different value for the `rx` operation, so the degree of randomness shared by paired qubits will differ from pair to pair."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<qiskit._instructionset.InstructionSet at 0x1122a5eb8>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import random\n",
    "\n",
    "qr = QuantumRegister(num)\n",
    "cr = ClassicalRegister(num)\n",
    "qp = QuantumCircuit(qr,cr)\n",
    "\n",
    "for pair in pairs:\n",
    "    qp.ry( (1+2*random.random())*np.pi/4,qr[pair[0]]) # angle generated randonly between pi/4 and 3pi/4\n",
    "    qp.cx(qr[pair[0]],qr[pair[1]])\n",
    "    \n",
    "qp.measure(qr,cr)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now we'll run the circuit and get results using a simulator. This is done over the standard number of samples (`shots=1024`) so that we can do statistics."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "from qiskit import execute\n",
    "job = execute(qp,backend=IBMQ.get_backend('ibmq_qasm_simulator'))\n",
    "results = job.result().get_counts()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The only aspects of the result that we really want to see are\n",
    "* What is the probability of each qubit giving an output of `1` instead of `0`?\n",
    "* What is the probability that each pair of connected qubits give the same value?\n",
    "\n",
    "This just requires a bit of classical processing"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "probs = grid.calculate_probs(results)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now we can display these probabilities on our image of the device."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1267.2x205.92 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "grid.plot(probs=probs)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Here the number displayed on each qubit is the percentage of samples for which the result was `1`. The number on each connection is the percentage of samples for which the corresponding pair of qubits had outcomes that disagreed.  With this information, we can easily find the pairs of qubits that were entangled: either by looking for the qubits that share the same probability of outputting a `1`, or finding the pairs that never disagreed.\n",
    "\n",
    "Now let's run it on the real device."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1267.2x205.92 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "job = execute(qp,backend=backend)\n",
    "results = job.result().get_counts()\n",
    "probs = grid.calculate_probs(results)\n",
    "grid.plot(probs=probs)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Here the results are not so clear as for the simulator. The effects of noise are much stronger, making it much harder to identify the pairs.\n",
    "\n",
    "But all is not lost! We can do some error mitigation. We know that the output should have a certain structure, so we can search for that structure and use it to clean up the result.\n",
    "\n",
    "Here's a very simplistic way to do that. First, each qubit will look at all its neighbours and see which one it agrees with most. It'll then assume that qubit is its partner. To try and balance out the errors in its results, we'll then replace the probability of getting an output of `1` for that qubit with the average from them both.\n",
    "\n",
    "So we make a function to do the job."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "def mitigate(probs):\n",
    "    \n",
    "    av_prob = {}\n",
    "    for j in range(num): # for each qubit, work out which neighbour it agrees with most\n",
    "        neighbours = []\n",
    "        for pair in grid.links:\n",
    "            if j in grid.links[pair]:\n",
    "                neighbours.append(pair)\n",
    "        (guessed_pair,val) = (None,1)\n",
    "        for pair in neighbours:\n",
    "            if probs[pair]<val:\n",
    "                guessed_pair = pair\n",
    "                val = probs[pair]\n",
    "        # then find the average probability of a 1 for the two\n",
    "        av_prob[j] = (probs[grid.links[guessed_pair][0]]+probs[grid.links[guessed_pair][1]])/2\n",
    "    \n",
    "    # replace the probabilities for all qubits with these averages\n",
    "    for j in range(num):\n",
    "        probs[j] = av_prob[j]\n",
    "            \n",
    "    return probs"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's see what results we get."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1267.2x205.92 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "probs = mitigate(probs)\n",
    "grid.plot(probs=probs)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This improves things, but it doesn't make them perfect by any means. Error mitigation can have powerful effects, but it is most effective when built into the quantum program itself. That's something you could try to experiment with if you'd like to expand upon this project.\n",
    "\n",
    "For now, let's just play the game using these mitigated results. Look at the results and try to work out how they were paired. Obviously you'll have to forget that you've already seen the answer a few times already ;)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "MOVE 1\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1267.2x205.92 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "    > Type the name of a pair of qubits whose numbers are the same (or very similar)...\n",
      "A\n",
      "\n",
      "MOVE 2\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1267.2x205.92 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "    > Type the name of a pair of qubits whose numbers are the same (or very similar)...\n",
      "J\n",
      "\n",
      "MOVE 3\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1267.2x205.92 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "    > Type the name of a pair of qubits whose numbers are the same (or very similar)...\n",
      "H\n",
      "\n",
      "MOVE 4\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1267.2x205.92 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "    > Type the name of a pair of qubits whose numbers are the same (or very similar)...\n",
      "E\n",
      "\n",
      "MOVE 5\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1267.2x205.92 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "    > Type the name of a pair of qubits whose numbers are the same (or very similar)...\n",
      "C\n",
      "\n",
      "MOVE 6\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1267.2x205.92 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "    > Type the name of a pair of qubits whose numbers are the same (or very similar)...\n",
      "O\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1267.2x205.92 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pair_labels = {}\n",
    "colors = {}\n",
    "for node in grid.pos:\n",
    "    if type(node)==str:\n",
    "        pair_labels[node] = node\n",
    "        colors[node] = (0.5,0.5,0.5)\n",
    "\n",
    "chosen_pairs = []\n",
    "m = 0\n",
    "while len(chosen_pairs)<len(pairs):\n",
    "    m += 1\n",
    "    print('\\nMOVE',m)\n",
    "    grid.plot(probs=probs,labels=pair_labels,colors=colors)\n",
    "    pair = str.upper(input(\"    > Type the name of a pair of qubits whose numbers are the same (or very similar)...\\n\"))\n",
    "    chosen_pairs.append( pair )\n",
    "    colors[pair] = (0.5,0.5,0.5)\n",
    "    for j in range(2):\n",
    "        colors[grid.links[pair][j]] = (0.5,0.5,0.5)\n",
    "\n",
    "grid.plot(probs=probs,labels=pair_labels,colors=colors)\n",
    "\n",
    "success = True\n",
    "for pair in chosen_pairs:\n",
    "    success = success and ( (grid.links[pair] in pairs) or (grid.links[pair][::-1] in pairs) )\n",
    "\n",
    "if success:\n",
    "    input(\"\\n    ** You got all the correct pairs! :) **\\n\\n          Press any key to continue\\n\")\n",
    "else:\n",
    "    input(\"\\n    ** You didn't get all the correct pairs! :( **\\n\\n          Press any key to continue\\n\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Expanding on this project\n",
    "\n",
    "If you need some ideas for your first quantum project, why not have a go at contributing to this one. Here are some examples of things to do.\n",
    "\n",
    "* You could write an algorithm to play the game. This would guess the pairs as correct as possible by cleverly analyzing the analyse the data.\n",
    "\n",
    "* The puzzle is very easy to solve when there is no noise. How might you introduce different difficulty levels?\n",
    "\n",
    "* The error mitigation used here is very simplistic. You could try to implement something more sophisticated, such as the 'robust phase estimation' described in [this talk](https://www.youtube.com/watch?v=YyfJ_OKkw_I).\n",
    "\n",
    "* Could more complex entangled states, such as tripartite states, be used to ensure that no qubits on a device are left out of the fun?\n",
    "\n",
    "* Using the `c_if` command, Qiskit allows for circuits with 'classical control'. This is essentional an `if` command inside a circuit, that allows us to do operations on one qubit that depend on the measurement results of others. Though current hardware doesn't support this functionality, it will become very important in future. Can you make a game that tests this ability too?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "keywords = {'Topics': ['Games', 'Hardware', 'Entanglement'], 'Commands': ['`rx`', '`cx`']}"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
